Compiler: gcc version 4.8.4 (Ubuntu 4.8.4-2ubuntu1~14.04.1) Processor: Intel(R) Core(TM) i7-5500U CPU @ 2.40GHz Author: Stefano Endrizzi (stefano.end@gmail.com),Emanuele Cordano (emanuele.cordano@rendena100.eu) Date: 25-11-2016
Description: Simulation 1D over the Col de la Porte dataset to test the capability of GEOotp to simulate snow depth, snow water equivalent, soil temperature.
First result with GEOtop v 2.0 are illustrated in the report XXX (Endrizzi et al. (2014) , supplemantary material). The following simulated variables have been tested against observations:
Liquid Precipitation Intensity (Rain);
Solid Precipitation Intensity (Snow);
Snow Height (Snow Dapth);
Snow Water Equivalent;
Soil Temperature at 10 cm depth;
Soil temparature at 20 cm depth;
Soil Temparature at 50 cm depth;
Surface Temparature ;
Albedo .
InitDateDDMMYYYYhhmm = 01/01/1997 00:00
EndDateDDMMYYYYhhmm = 31/12/2011 23:00
### Output:
PointOutputFile = "output-tabs/surface"
Snow heigth mm, Snow Water Equivalent mm(NOT FOUND), T surface C, T soil 10cm C,T soil 20cm C,T soil 50cm C see Morin et al. (2012).
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.02 | 0.03 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.18 | 0.24 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.84 | 0.89 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.04 | 0.09 | 1.77 | 45.53 | 20.64 | 0.07 | 0.88 | 0.89 | 0.64 |
| sim_1 | RMSE | 0.28 | 0.44 | 2.73 | 67.38 | 27.11 | 0.10 | 1.48 | 1.30 | 1.01 |
| sim_1 | KGE | 0.53 | 0.62 | 0.75 | 0.84 | 0.82 | 0.85 | 0.68 | 0.73 | 0.76 |
| sim_2 | MAE | 0.05 | 0.11 | 2.55 | 42.79 | 17.41 | 0.27 | 0.59 | 0.72 | 0.71 |
| sim_2 | RMSE | 0.27 | 0.50 | 3.84 | 68.66 | 21.39 | 0.37 | 1.05 | 1.08 | 0.93 |
| sim_2 | KGE | 0.54 | 0.51 | 0.75 | 0.90 | 0.96 | 0.28 | 0.85 | 0.79 | 0.80 |
| sim_3 | MAE | 0.05 | 0.11 | 2.55 | 42.79 | 17.41 | 0.27 | 0.59 | 0.72 | 0.71 |
| sim_3 | RMSE | 0.27 | 0.50 | 3.84 | 68.66 | 21.39 | 0.37 | 1.05 | 1.08 | 0.93 |
| sim_3 | KGE | 0.54 | 0.51 | 0.75 | 0.90 | 0.96 | 0.28 | 0.85 | 0.79 | 0.80 |
| sim_4 | MAE | 0.05 | 0.11 | 1.93 | 35.66 | 16.85 | 0.07 | 0.93 | 0.95 | 0.67 |
| sim_4 | RMSE | 0.34 | 0.50 | 2.72 | 58.18 | 24.02 | 0.10 | 1.58 | 1.36 | 0.96 |
| sim_4 | KGE | 0.36 | 0.52 | 0.77 | 0.92 | 0.92 | 0.83 | 0.70 | 0.74 | 0.79 |
| sim_5 | MAE | 0.05 | 0.11 | 1.96 | 32.75 | 15.86 | 0.07 | 0.92 | 0.94 | 0.66 |
| sim_5 | RMSE | 0.34 | 0.50 | 2.88 | 53.19 | 23.34 | 0.11 | 1.56 | 1.34 | 0.94 |
| sim_5 | KGE | 0.35 | 0.52 | 0.74 | 0.96 | 0.94 | 0.83 | 0.71 | 0.75 | 0.80 |
| sim_6 | MAE | 0.05 | 0.11 | 2.12 | 33.01 | 17.50 | 0.07 | 0.92 | 0.93 | 0.64 |
| sim_6 | RMSE | 0.35 | 0.50 | 3.21 | 52.25 | 25.18 | 0.11 | 1.56 | 1.33 | 0.93 |
| sim_6 | KGE | 0.30 | 0.52 | 0.69 | 0.95 | 0.91 | 0.82 | 0.71 | 0.75 | 0.80 |
| sim_7 | MAE | 0.04 | 0.11 | 1.97 | 53.33 | 25.45 | 0.07 | 0.88 | 0.90 | 0.62 |
| sim_7 | RMSE | 0.30 | 0.50 | 2.88 | 78.68 | 30.72 | 0.10 | 1.48 | 1.28 | 0.97 |
| sim_7 | KGE | 0.56 | 0.54 | 0.75 | 0.80 | 0.82 | 0.84 | 0.69 | 0.74 | 0.77 |
| sim_8 | MAE | 0.05 | 0.11 | 1.96 | 32.75 | 15.86 | 0.07 | 0.92 | 0.94 | 0.66 |
| sim_8 | RMSE | 0.34 | 0.50 | 2.88 | 53.19 | 23.34 | 0.11 | 1.56 | 1.34 | 0.94 |
| sim_8 | KGE | 0.35 | 0.52 | 0.74 | 0.96 | 0.94 | 0.83 | 0.71 | 0.75 | 0.80 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.03 | 0.05 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.25 | 0.37 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.75 | 0.81 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.07 | 0.13 | 1.59 | 41.62 | 33.77 | 0.07 | 1.45 | 1.41 | 0.90 |
| sim_1 | RMSE | 0.40 | 0.61 | 2.09 | 70.42 | 40.76 | 0.12 | 2.36 | 2.11 | 1.33 |
| sim_1 | KGE | 0.35 | 0.48 | 0.88 | 0.90 | 0.85 | 0.85 | 0.56 | 0.59 | 0.72 |
| sim_2 | MAE | 0.07 | 0.14 | 1.82 | 35.17 | 32.94 | 0.23 | 0.85 | 1.02 | 0.92 |
| sim_2 | RMSE | 0.34 | 0.66 | 2.57 | 60.59 | 41.72 | 0.32 | 1.23 | 1.36 | 1.18 |
| sim_2 | KGE | 0.46 | 0.37 | 0.84 | 0.93 | 0.86 | 0.35 | 0.84 | 0.81 | 0.79 |
| sim_3 | MAE | 0.07 | 0.14 | 1.82 | 35.17 | 32.94 | 0.23 | 0.85 | 1.02 | 0.92 |
| sim_3 | RMSE | 0.34 | 0.66 | 2.57 | 60.59 | 41.72 | 0.32 | 1.23 | 1.36 | 1.18 |
| sim_3 | KGE | 0.46 | 0.37 | 0.84 | 0.93 | 0.86 | 0.35 | 0.84 | 0.81 | 0.79 |
| sim_4 | MAE | 0.08 | 0.15 | 1.92 | 42.58 | 31.85 | 0.07 | 1.43 | 1.39 | 0.87 |
| sim_4 | RMSE | 0.45 | 0.67 | 2.65 | 73.21 | 38.24 | 0.12 | 2.34 | 2.06 | 1.25 |
| sim_4 | KGE | 0.25 | 0.37 | 0.85 | 0.87 | 0.86 | 0.85 | 0.58 | 0.61 | 0.74 |
| sim_5 | MAE | 0.08 | 0.15 | 1.87 | 42.80 | 30.10 | 0.07 | 1.39 | 1.35 | 0.84 |
| sim_5 | RMSE | 0.45 | 0.67 | 2.59 | 74.92 | 35.98 | 0.12 | 2.27 | 2.00 | 1.20 |
| sim_5 | KGE | 0.25 | 0.37 | 0.86 | 0.86 | 0.87 | 0.85 | 0.60 | 0.62 | 0.75 |
| sim_6 | MAE | 0.08 | 0.15 | 1.85 | 42.42 | 29.76 | 0.07 | 1.39 | 1.34 | 0.84 |
| sim_6 | RMSE | 0.45 | 0.67 | 2.56 | 74.95 | 35.42 | 0.12 | 2.26 | 1.98 | 1.19 |
| sim_6 | KGE | 0.25 | 0.37 | 0.87 | 0.86 | 0.87 | 0.85 | 0.60 | 0.62 | 0.75 |
| sim_7 | MAE | 0.07 | 0.15 | 1.80 | 52.91 | 71.13 | 0.07 | 1.49 | 1.45 | 1.00 |
| sim_7 | RMSE | 0.40 | 0.68 | 2.50 | 89.37 | 82.87 | 0.10 | 2.51 | 2.23 | 1.51 |
| sim_7 | KGE | 0.42 | 0.40 | 0.85 | 0.77 | 0.66 | 0.85 | 0.54 | 0.57 | 0.68 |
| sim_8 | MAE | 0.08 | 0.15 | 1.87 | 42.80 | 30.10 | 0.07 | 1.39 | 1.35 | 0.84 |
| sim_8 | RMSE | 0.45 | 0.67 | 2.59 | 74.92 | 35.98 | 0.12 | 2.27 | 2.00 | 1.20 |
| sim_8 | KGE | 0.25 | 0.37 | 0.86 | 0.86 | 0.87 | 0.85 | 0.60 | 0.62 | 0.75 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.04 | 0.04 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.28 | 0.35 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.75 | 0.74 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.08 | 0.10 | 1.43 | 66.56 | 46.90 | 0.09 | 0.94 | 0.95 | 0.60 |
| sim_1 | RMSE | 0.43 | 0.55 | 1.99 | 91.80 | 52.41 | 0.14 | 1.66 | 1.49 | 0.99 |
| sim_1 | KGE | 0.38 | 0.39 | 0.90 | 0.90 | 0.69 | 0.77 | 0.73 | 0.74 | 0.82 |
| sim_2 | MAE | 0.08 | 0.11 | 1.61 | 57.29 | 34.45 | 0.18 | 0.96 | 1.09 | 0.93 |
| sim_2 | RMSE | 0.41 | 0.57 | 2.33 | 83.30 | 39.74 | 0.27 | 1.60 | 1.56 | 1.27 |
| sim_2 | KGE | 0.44 | 0.33 | 0.88 | 0.94 | 0.78 | 0.53 | 0.66 | 0.66 | 0.73 |
| sim_3 | MAE | 0.08 | 0.11 | 1.61 | 57.29 | 34.45 | 0.18 | 0.96 | 1.09 | 0.93 |
| sim_3 | RMSE | 0.41 | 0.57 | 2.33 | 83.30 | 39.74 | 0.27 | 1.60 | 1.56 | 1.27 |
| sim_3 | KGE | 0.44 | 0.33 | 0.88 | 0.94 | 0.78 | 0.53 | 0.66 | 0.66 | 0.73 |
| sim_4 | MAE | 0.09 | 0.11 | 1.68 | 64.22 | 41.68 | 0.09 | 0.96 | 0.97 | 0.58 |
| sim_4 | RMSE | 0.48 | 0.58 | 2.41 | 88.85 | 47.61 | 0.14 | 1.69 | 1.49 | 0.93 |
| sim_4 | KGE | 0.31 | 0.33 | 0.87 | 0.92 | 0.71 | 0.76 | 0.74 | 0.75 | 0.85 |
| sim_5 | MAE | 0.09 | 0.11 | 1.66 | 62.61 | 40.29 | 0.09 | 0.96 | 0.97 | 0.58 |
| sim_5 | RMSE | 0.48 | 0.58 | 2.38 | 86.67 | 46.15 | 0.14 | 1.69 | 1.49 | 0.93 |
| sim_5 | KGE | 0.31 | 0.33 | 0.87 | 0.92 | 0.72 | 0.76 | 0.74 | 0.75 | 0.86 |
| sim_6 | MAE | 0.09 | 0.11 | 1.66 | 61.65 | 39.60 | 0.09 | 0.97 | 0.98 | 0.59 |
| sim_6 | RMSE | 0.48 | 0.58 | 2.37 | 85.53 | 45.38 | 0.14 | 1.70 | 1.50 | 0.94 |
| sim_6 | KGE | 0.31 | 0.33 | 0.87 | 0.93 | 0.72 | 0.76 | 0.74 | 0.75 | 0.86 |
| sim_7 | MAE | 0.08 | 0.12 | 1.64 | 104.51 | 88.34 | 0.08 | 0.85 | 0.86 | 0.50 |
| sim_7 | RMSE | 0.45 | 0.58 | 2.34 | 147.32 | 93.54 | 0.11 | 1.50 | 1.33 | 0.83 |
| sim_7 | KGE | 0.42 | 0.37 | 0.88 | 0.71 | 0.55 | 0.84 | 0.72 | 0.75 | 0.81 |
| sim_8 | MAE | 0.09 | 0.11 | 1.66 | 62.61 | 40.29 | 0.09 | 0.96 | 0.97 | 0.58 |
| sim_8 | RMSE | 0.48 | 0.58 | 2.38 | 86.67 | 46.15 | 0.14 | 1.69 | 1.49 | 0.93 |
| sim_8 | KGE | 0.31 | 0.33 | 0.87 | 0.92 | 0.72 | 0.76 | 0.74 | 0.75 | 0.86 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.03 | 0.04 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.21 | 0.27 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.80 | 0.88 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.06 | 0.10 | 1.36 | 89.82 | 43.49 | 0.07 | 1.24 | 1.11 | 0.79 |
| sim_1 | RMSE | 0.32 | 0.46 | 1.90 | 140.73 | 58.60 | 0.13 | 2.23 | 1.81 | 1.27 |
| sim_1 | KGE | 0.50 | 0.61 | 0.93 | 0.75 | 0.78 | 0.83 | 0.63 | 0.68 | 0.73 |
| sim_2 | MAE | 0.06 | 0.11 | 1.70 | 84.29 | 39.49 | 0.12 | 0.71 | 0.80 | 0.78 |
| sim_2 | RMSE | 0.32 | 0.50 | 2.45 | 135.89 | 58.18 | 0.18 | 1.35 | 1.29 | 1.07 |
| sim_2 | KGE | 0.52 | 0.53 | 0.90 | 0.77 | 0.80 | 0.72 | 0.83 | 0.80 | 0.81 |
| sim_3 | MAE | 0.06 | 0.11 | 1.70 | 84.29 | 39.49 | 0.12 | 0.71 | 0.80 | 0.78 |
| sim_3 | RMSE | 0.32 | 0.50 | 2.45 | 135.89 | 58.18 | 0.18 | 1.35 | 1.29 | 1.07 |
| sim_3 | KGE | 0.52 | 0.53 | 0.90 | 0.77 | 0.80 | 0.72 | 0.83 | 0.80 | 0.81 |
| sim_4 | MAE | 0.07 | 0.11 | 1.72 | 93.94 | 43.76 | 0.07 | 1.22 | 1.09 | 0.75 |
| sim_4 | RMSE | 0.35 | 0.51 | 2.47 | 146.20 | 58.95 | 0.13 | 2.22 | 1.77 | 1.18 |
| sim_4 | KGE | 0.44 | 0.53 | 0.90 | 0.73 | 0.78 | 0.83 | 0.65 | 0.70 | 0.77 |
| sim_5 | MAE | 0.07 | 0.11 | 1.69 | 99.36 | 47.94 | 0.07 | 1.21 | 1.08 | 0.74 |
| sim_5 | RMSE | 0.35 | 0.51 | 2.41 | 154.36 | 63.80 | 0.13 | 2.18 | 1.75 | 1.16 |
| sim_5 | KGE | 0.44 | 0.53 | 0.90 | 0.71 | 0.76 | 0.83 | 0.66 | 0.71 | 0.78 |
| sim_6 | MAE | 0.07 | 0.11 | 1.68 | 99.98 | 48.91 | 0.07 | 1.21 | 1.08 | 0.74 |
| sim_6 | RMSE | 0.35 | 0.51 | 2.38 | 155.88 | 65.27 | 0.13 | 2.18 | 1.75 | 1.16 |
| sim_6 | KGE | 0.44 | 0.53 | 0.91 | 0.71 | 0.76 | 0.83 | 0.66 | 0.72 | 0.78 |
| sim_7 | MAE | 0.06 | 0.11 | 1.69 | 44.04 | 39.06 | 0.06 | 1.18 | 1.05 | 0.73 |
| sim_7 | RMSE | 0.32 | 0.51 | 2.41 | 79.29 | 48.12 | 0.09 | 2.04 | 1.62 | 1.14 |
| sim_7 | KGE | 0.56 | 0.58 | 0.90 | 0.92 | 0.74 | 0.88 | 0.60 | 0.67 | 0.73 |
| sim_8 | MAE | 0.07 | 0.11 | 1.69 | 99.36 | 47.94 | 0.07 | 1.21 | 1.08 | 0.74 |
| sim_8 | RMSE | 0.35 | 0.51 | 2.41 | 154.36 | 63.80 | 0.13 | 2.18 | 1.75 | 1.16 |
| sim_8 | KGE | 0.44 | 0.53 | 0.90 | 0.71 | 0.76 | 0.83 | 0.66 | 0.71 | 0.78 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.03 | 0.04 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.25 | 0.28 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.72 | 0.81 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.06 | 0.08 | 1.46 | 49.16 | 18.35 | 0.08 | 1.35 | 1.14 | 0.70 |
| sim_1 | RMSE | 0.36 | 0.42 | 1.98 | 75.26 | 22.10 | 0.13 | 2.23 | 1.74 | 1.05 |
| sim_1 | KGE | 0.40 | 0.44 | 0.94 | 0.95 | 0.92 | 0.81 | 0.58 | 0.68 | 0.80 |
| sim_2 | MAE | 0.07 | 0.09 | 1.89 | 53.49 | 25.23 | 0.10 | 0.93 | 1.07 | 1.07 |
| sim_2 | RMSE | 0.38 | 0.46 | 2.80 | 86.55 | 28.77 | 0.14 | 1.60 | 1.61 | 1.46 |
| sim_2 | KGE | 0.39 | 0.34 | 0.89 | 0.96 | 0.79 | 0.82 | 0.77 | 0.74 | 0.75 |
| sim_3 | MAE | 0.07 | 0.09 | 1.89 | 53.49 | 25.23 | 0.10 | 0.93 | 1.07 | 1.07 |
| sim_3 | RMSE | 0.38 | 0.46 | 2.80 | 86.55 | 28.77 | 0.14 | 1.60 | 1.61 | 1.46 |
| sim_3 | KGE | 0.39 | 0.34 | 0.89 | 0.96 | 0.79 | 0.82 | 0.77 | 0.74 | 0.75 |
| sim_4 | MAE | 0.07 | 0.09 | 1.82 | 52.09 | 22.08 | 0.08 | 1.33 | 1.12 | 0.68 |
| sim_4 | RMSE | 0.40 | 0.46 | 2.59 | 80.26 | 26.13 | 0.13 | 2.20 | 1.70 | 1.00 |
| sim_4 | KGE | 0.30 | 0.35 | 0.90 | 0.93 | 0.89 | 0.81 | 0.60 | 0.70 | 0.83 |
| sim_5 | MAE | 0.07 | 0.09 | 1.78 | 53.81 | 23.61 | 0.08 | 1.30 | 1.10 | 0.67 |
| sim_5 | RMSE | 0.40 | 0.46 | 2.53 | 83.45 | 28.00 | 0.13 | 2.15 | 1.67 | 0.98 |
| sim_5 | KGE | 0.30 | 0.35 | 0.90 | 0.92 | 0.88 | 0.80 | 0.62 | 0.71 | 0.84 |
| sim_6 | MAE | 0.07 | 0.09 | 1.77 | 54.55 | 24.31 | 0.08 | 1.30 | 1.09 | 0.67 |
| sim_6 | RMSE | 0.40 | 0.46 | 2.51 | 85.02 | 29.08 | 0.13 | 2.16 | 1.67 | 0.99 |
| sim_6 | KGE | 0.30 | 0.35 | 0.90 | 0.92 | 0.87 | 0.80 | 0.62 | 0.71 | 0.84 |
| sim_7 | MAE | 0.06 | 0.09 | 1.76 | 62.02 | 26.43 | 0.07 | 1.27 | 1.08 | 0.74 |
| sim_7 | RMSE | 0.36 | 0.47 | 2.50 | 100.93 | 36.20 | 0.10 | 2.15 | 1.66 | 1.05 |
| sim_7 | KGE | 0.47 | 0.44 | 0.91 | 0.82 | 0.83 | 0.83 | 0.57 | 0.66 | 0.77 |
| sim_8 | MAE | 0.07 | 0.09 | 1.78 | 53.81 | 23.61 | 0.08 | 1.30 | 1.10 | 0.67 |
| sim_8 | RMSE | 0.40 | 0.46 | 2.53 | 83.45 | 28.00 | 0.13 | 2.15 | 1.67 | 0.98 |
| sim_8 | KGE | 0.30 | 0.35 | 0.90 | 0.92 | 0.88 | 0.80 | 0.62 | 0.71 | 0.84 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.03 | 0.06 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.25 | 0.44 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.70 | 0.80 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.07 | 0.18 | 1.55 | 58.21 | 20.37 | 0.07 | 0.96 | 0.84 | 0.65 |
| sim_1 | RMSE | 0.43 | 0.79 | 2.06 | 101.75 | 25.29 | 0.12 | 1.73 | 1.42 | 0.93 |
| sim_1 | KGE | 0.13 | 0.36 | 0.83 | 0.38 | 0.82 | 0.86 | 0.86 | 0.87 | 0.88 |
| sim_2 | MAE | 0.07 | 0.20 | 1.87 | 36.46 | 17.21 | 0.19 | 1.52 | 1.35 | 1.33 |
| sim_2 | RMSE | 0.37 | 0.82 | 2.72 | 63.92 | 22.07 | 0.28 | 2.25 | 1.91 | 1.68 |
| sim_2 | KGE | 0.27 | 0.29 | 0.70 | 0.70 | 0.80 | 0.40 | 0.69 | 0.72 | 0.74 |
| sim_3 | MAE | 0.07 | 0.20 | 1.87 | 36.46 | 17.21 | 0.19 | 1.52 | 1.35 | 1.33 |
| sim_3 | RMSE | 0.37 | 0.82 | 2.72 | 63.92 | 22.07 | 0.28 | 2.25 | 1.91 | 1.68 |
| sim_3 | KGE | 0.27 | 0.29 | 0.70 | 0.70 | 0.80 | 0.40 | 0.69 | 0.72 | 0.74 |
| sim_4 | MAE | 0.08 | 0.20 | 1.81 | 60.75 | 22.31 | 0.07 | 1.00 | 0.83 | 0.62 |
| sim_4 | RMSE | 0.46 | 0.83 | 2.50 | 104.46 | 27.03 | 0.12 | 1.79 | 1.44 | 0.92 |
| sim_4 | KGE | 0.06 | 0.29 | 0.78 | 0.35 | 0.80 | 0.85 | 0.87 | 0.88 | 0.89 |
| sim_5 | MAE | 0.08 | 0.20 | 1.77 | 65.18 | 28.96 | 0.07 | 0.98 | 0.83 | 0.61 |
| sim_5 | RMSE | 0.46 | 0.83 | 2.47 | 112.13 | 33.77 | 0.12 | 1.80 | 1.46 | 0.92 |
| sim_5 | KGE | 0.06 | 0.29 | 0.79 | 0.29 | 0.73 | 0.86 | 0.87 | 0.88 | 0.89 |
| sim_6 | MAE | 0.08 | 0.20 | 1.75 | 67.36 | 32.95 | 0.07 | 0.98 | 0.82 | 0.61 |
| sim_6 | RMSE | 0.46 | 0.83 | 2.45 | 115.51 | 37.23 | 0.12 | 1.81 | 1.47 | 0.93 |
| sim_6 | KGE | 0.06 | 0.29 | 0.79 | 0.27 | 0.69 | 0.86 | 0.87 | 0.88 | 0.90 |
| sim_7 | MAE | 0.06 | 0.21 | 1.73 | 29.93 | 44.92 | 0.05 | 0.84 | 0.77 | 0.65 |
| sim_7 | RMSE | 0.38 | 0.85 | 2.43 | 53.83 | 52.79 | 0.07 | 1.23 | 1.12 | 0.89 |
| sim_7 | KGE | 0.37 | 0.32 | 0.78 | 0.76 | 0.44 | 0.93 | 0.86 | 0.85 | 0.84 |
| sim_8 | MAE | 0.08 | 0.20 | 1.77 | 65.18 | 28.96 | 0.07 | 0.98 | 0.83 | 0.61 |
| sim_8 | RMSE | 0.46 | 0.83 | 2.47 | 112.13 | 33.77 | 0.12 | 1.80 | 1.46 | 0.92 |
| sim_8 | KGE | 0.06 | 0.29 | 0.79 | 0.29 | 0.73 | 0.86 | 0.87 | 0.88 | 0.89 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.04 | 0.04 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.32 | 0.29 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.77 | 0.83 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.09 | 0.10 | 1.68 | 173.70 | 68.12 | 0.09 | 0.99 | 0.83 | 0.60 |
| sim_1 | RMSE | 0.44 | 0.47 | 2.35 | 228.65 | 72.73 | 0.14 | 2.18 | 1.82 | 1.24 |
| sim_1 | KGE | 0.48 | 0.49 | 0.69 | 0.50 | 0.74 | 0.80 | 0.82 | 0.88 | 0.92 |
| sim_2 | MAE | 0.09 | 0.11 | 1.98 | 218.79 | 98.22 | 0.10 | 1.42 | 1.29 | 1.36 |
| sim_2 | RMSE | 0.47 | 0.50 | 2.78 | 278.55 | 103.00 | 0.15 | 2.69 | 2.36 | 2.03 |
| sim_2 | KGE | 0.46 | 0.40 | 0.68 | 0.37 | 0.63 | 0.80 | 0.54 | 0.58 | 0.59 |
| sim_3 | MAE | 0.09 | 0.11 | 1.98 | 218.79 | 98.22 | 0.10 | 1.42 | 1.29 | 1.36 |
| sim_3 | RMSE | 0.47 | 0.50 | 2.78 | 278.55 | 103.00 | 0.15 | 2.69 | 2.36 | 2.03 |
| sim_3 | KGE | 0.46 | 0.40 | 0.68 | 0.37 | 0.63 | 0.80 | 0.54 | 0.58 | 0.59 |
| sim_4 | MAE | 0.10 | 0.11 | 2.00 | 186.14 | 75.06 | 0.09 | 1.04 | 0.86 | 0.64 |
| sim_4 | RMSE | 0.49 | 0.51 | 2.81 | 242.24 | 79.62 | 0.15 | 2.27 | 1.89 | 1.31 |
| sim_4 | KGE | 0.41 | 0.41 | 0.67 | 0.47 | 0.72 | 0.79 | 0.81 | 0.86 | 0.90 |
| sim_5 | MAE | 0.10 | 0.11 | 1.94 | 190.65 | 79.20 | 0.09 | 1.04 | 0.87 | 0.65 |
| sim_5 | RMSE | 0.49 | 0.51 | 2.74 | 247.18 | 83.94 | 0.15 | 2.29 | 1.92 | 1.34 |
| sim_5 | KGE | 0.41 | 0.41 | 0.68 | 0.45 | 0.70 | 0.78 | 0.80 | 0.86 | 0.89 |
| sim_6 | MAE | 0.10 | 0.11 | 1.93 | 193.21 | 81.43 | 0.09 | 1.05 | 0.87 | 0.65 |
| sim_6 | RMSE | 0.49 | 0.51 | 2.73 | 249.93 | 86.21 | 0.15 | 2.30 | 1.93 | 1.35 |
| sim_6 | KGE | 0.41 | 0.41 | 0.68 | 0.45 | 0.70 | 0.78 | 0.80 | 0.86 | 0.89 |
| sim_7 | MAE | 0.08 | 0.12 | 1.91 | 56.26 | 32.08 | 0.07 | 0.74 | 0.65 | 0.47 |
| sim_7 | RMSE | 0.45 | 0.53 | 2.71 | 81.27 | 38.76 | 0.10 | 1.24 | 1.09 | 0.72 |
| sim_7 | KGE | 0.55 | 0.47 | 0.69 | 0.97 | 0.77 | 0.88 | 0.83 | 0.84 | 0.89 |
| sim_8 | MAE | 0.10 | 0.11 | 1.94 | 190.65 | 79.20 | 0.09 | 1.04 | 0.87 | 0.65 |
| sim_8 | RMSE | 0.49 | 0.51 | 2.74 | 247.18 | 83.94 | 0.15 | 2.29 | 1.92 | 1.34 |
| sim_8 | KGE | 0.41 | 0.41 | 0.68 | 0.45 | 0.70 | 0.78 | 0.80 | 0.86 | 0.89 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.03 | 0.02 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.24 | 0.20 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.74 | 0.92 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.06 | 0.08 | 1.43 | 66.87 | 35.07 | 0.06 | 0.69 | 0.64 | 0.55 |
| sim_1 | RMSE | 0.33 | 0.45 | 1.97 | 112.51 | 54.74 | 0.09 | 0.96 | 0.96 | 0.78 |
| sim_1 | KGE | 0.47 | 0.59 | 0.85 | 0.88 | 0.73 | 0.87 | 0.89 | 0.86 | 0.85 |
| sim_2 | MAE | 0.06 | 0.09 | 1.82 | 60.05 | 25.47 | 0.13 | 1.35 | 1.13 | 1.25 |
| sim_2 | RMSE | 0.34 | 0.48 | 2.55 | 90.57 | 35.98 | 0.19 | 1.95 | 1.56 | 1.49 |
| sim_2 | KGE | 0.47 | 0.51 | 0.82 | 0.96 | 0.85 | 0.72 | 0.66 | 0.71 | 0.70 |
| sim_3 | MAE | 0.06 | 0.09 | 1.82 | 60.05 | 25.47 | 0.13 | 1.35 | 1.13 | 1.25 |
| sim_3 | RMSE | 0.34 | 0.48 | 2.55 | 90.57 | 35.98 | 0.19 | 1.95 | 1.56 | 1.49 |
| sim_3 | KGE | 0.47 | 0.51 | 0.82 | 0.96 | 0.85 | 0.72 | 0.66 | 0.71 | 0.70 |
| sim_4 | MAE | 0.07 | 0.09 | 1.82 | 63.43 | 31.64 | 0.06 | 0.73 | 0.64 | 0.53 |
| sim_4 | RMSE | 0.37 | 0.49 | 2.52 | 104.30 | 50.86 | 0.09 | 1.06 | 0.94 | 0.73 |
| sim_4 | KGE | 0.39 | 0.52 | 0.81 | 0.90 | 0.75 | 0.87 | 0.90 | 0.88 | 0.87 |
| sim_5 | MAE | 0.07 | 0.09 | 1.79 | 61.20 | 29.53 | 0.06 | 0.70 | 0.61 | 0.51 |
| sim_5 | RMSE | 0.37 | 0.49 | 2.49 | 100.75 | 47.63 | 0.09 | 0.99 | 0.89 | 0.70 |
| sim_5 | KGE | 0.39 | 0.52 | 0.81 | 0.91 | 0.77 | 0.86 | 0.90 | 0.89 | 0.88 |
| sim_6 | MAE | 0.07 | 0.09 | 1.79 | 59.79 | 28.13 | 0.06 | 0.70 | 0.61 | 0.51 |
| sim_6 | RMSE | 0.37 | 0.49 | 2.48 | 98.27 | 45.53 | 0.09 | 0.99 | 0.88 | 0.70 |
| sim_6 | KGE | 0.39 | 0.52 | 0.81 | 0.91 | 0.78 | 0.86 | 0.90 | 0.89 | 0.88 |
| sim_7 | MAE | 0.06 | 0.10 | 1.76 | 77.73 | 51.91 | 0.06 | 0.69 | 0.62 | 0.50 |
| sim_7 | RMSE | 0.35 | 0.49 | 2.45 | 140.81 | 72.10 | 0.08 | 1.03 | 0.95 | 0.74 |
| sim_7 | KGE | 0.48 | 0.55 | 0.83 | 0.78 | 0.64 | 0.86 | 0.90 | 0.87 | 0.86 |
| sim_8 | MAE | 0.07 | 0.09 | 1.79 | 61.20 | 29.53 | 0.06 | 0.70 | 0.61 | 0.51 |
| sim_8 | RMSE | 0.37 | 0.49 | 2.49 | 100.75 | 47.63 | 0.09 | 0.99 | 0.89 | 0.70 |
| sim_8 | KGE | 0.39 | 0.52 | 0.81 | 0.91 | 0.77 | 0.86 | 0.90 | 0.89 | 0.88 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.03 | 0.05 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.23 | 0.32 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.78 | 0.83 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.07 | 0.11 | 1.71 | 42.53 | 15.25 | 0.06 | 0.95 | 0.81 | 0.52 |
| sim_1 | RMSE | 0.39 | 0.53 | 2.27 | 70.34 | 17.42 | 0.10 | 1.61 | 1.33 | 0.82 |
| sim_1 | KGE | 0.34 | 0.48 | 0.84 | 0.86 | 0.92 | 0.89 | 0.79 | 0.80 | 0.86 |
| sim_2 | MAE | 0.08 | 0.12 | 2.04 | 65.03 | 16.57 | 0.15 | 1.04 | 0.87 | 1.01 |
| sim_2 | RMSE | 0.41 | 0.59 | 2.82 | 99.03 | 20.53 | 0.23 | 1.66 | 1.40 | 1.39 |
| sim_2 | KGE | 0.31 | 0.37 | 0.80 | 0.75 | 0.93 | 0.64 | 0.74 | 0.78 | 0.75 |
| sim_3 | MAE | 0.08 | 0.12 | 2.04 | 65.03 | 16.57 | 0.15 | 1.04 | 0.87 | 1.01 |
| sim_3 | RMSE | 0.41 | 0.59 | 2.82 | 99.03 | 20.53 | 0.23 | 1.66 | 1.40 | 1.39 |
| sim_3 | KGE | 0.31 | 0.37 | 0.80 | 0.75 | 0.93 | 0.64 | 0.74 | 0.78 | 0.75 |
| sim_4 | MAE | 0.08 | 0.12 | 1.99 | 44.86 | 15.22 | 0.07 | 0.94 | 0.78 | 0.47 |
| sim_4 | RMSE | 0.44 | 0.60 | 2.75 | 74.39 | 17.53 | 0.10 | 1.63 | 1.30 | 0.75 |
| sim_4 | KGE | 0.23 | 0.37 | 0.83 | 0.84 | 0.93 | 0.89 | 0.80 | 0.82 | 0.89 |
| sim_5 | MAE | 0.08 | 0.12 | 1.96 | 47.64 | 14.02 | 0.07 | 0.92 | 0.76 | 0.46 |
| sim_5 | RMSE | 0.44 | 0.60 | 2.70 | 78.76 | 16.90 | 0.10 | 1.60 | 1.27 | 0.73 |
| sim_5 | KGE | 0.23 | 0.37 | 0.83 | 0.83 | 0.94 | 0.88 | 0.81 | 0.83 | 0.90 |
| sim_6 | MAE | 0.08 | 0.12 | 1.96 | 47.99 | 13.69 | 0.07 | 0.92 | 0.75 | 0.46 |
| sim_6 | RMSE | 0.44 | 0.60 | 2.69 | 79.29 | 16.91 | 0.10 | 1.59 | 1.26 | 0.73 |
| sim_6 | KGE | 0.23 | 0.37 | 0.84 | 0.82 | 0.95 | 0.88 | 0.81 | 0.83 | 0.90 |
| sim_7 | MAE | 0.07 | 0.13 | 1.96 | 32.97 | 38.15 | 0.06 | 0.94 | 0.82 | 0.51 |
| sim_7 | RMSE | 0.41 | 0.60 | 2.70 | 55.81 | 47.48 | 0.09 | 1.59 | 1.34 | 0.76 |
| sim_7 | KGE | 0.38 | 0.41 | 0.82 | 0.90 | 0.73 | 0.88 | 0.77 | 0.78 | 0.85 |
| sim_8 | MAE | 0.08 | 0.12 | 1.96 | 47.64 | 14.02 | 0.07 | 0.92 | 0.76 | 0.46 |
| sim_8 | RMSE | 0.44 | 0.60 | 2.70 | 78.76 | 16.90 | 0.10 | 1.60 | 1.27 | 0.73 |
| sim_8 | KGE | 0.23 | 0.37 | 0.83 | 0.83 | 0.94 | 0.88 | 0.81 | 0.83 | 0.90 |
Here is a comparison plot:
Goodness of fit:
| sim | gof | Psnow_under_canopy.mm. | Prain_under_canopy.mm. | Tsurface.C. | snow_depth.mm. | snow_water_equivalent.mm. | Albedo | tempz0010 | tempz0020 | tempz0050 |
|---|---|---|---|---|---|---|---|---|---|---|
| obs | MAE | 0.02 | 0.04 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
| obs | RMSE | 0.18 | 0.33 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 |
| obs | KGE | 0.78 | 0.83 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| sim_1 | MAE | 0.05 | 0.11 | 2.10 | 108.04 | 39.30 | 0.08 | 1.33 | 1.12 | 0.82 |
| sim_1 | RMSE | 0.30 | 0.57 | 2.71 | 156.99 | 55.54 | 0.15 | 2.45 | 2.02 | 1.53 |
| sim_1 | KGE | 0.29 | 0.49 | 0.72 | 0.30 | 0.35 | 0.80 | 0.80 | 0.86 | 0.90 |
| sim_2 | MAE | 0.05 | 0.13 | 2.53 | 132.29 | 53.02 | 0.15 | 1.58 | 1.42 | 1.58 |
| sim_2 | RMSE | 0.26 | 0.61 | 3.30 | 192.65 | 72.80 | 0.22 | 2.59 | 2.30 | 2.22 |
| sim_2 | KGE | 0.43 | 0.40 | 0.72 | 0.13 | 0.14 | 0.64 | 0.64 | 0.67 | 0.63 |
| sim_3 | MAE | 0.05 | 0.13 | 2.53 | 132.29 | 53.02 | 0.15 | 1.58 | 1.42 | 1.58 |
| sim_3 | RMSE | 0.26 | 0.61 | 3.30 | 192.65 | 72.80 | 0.22 | 2.59 | 2.30 | 2.22 |
| sim_3 | KGE | 0.43 | 0.40 | 0.72 | 0.13 | 0.14 | 0.64 | 0.64 | 0.67 | 0.63 |
| sim_4 | MAE | 0.06 | 0.13 | 2.45 | 118.39 | 42.56 | 0.09 | 1.38 | 1.13 | 0.83 |
| sim_4 | RMSE | 0.32 | 0.62 | 3.17 | 170.92 | 60.16 | 0.15 | 2.52 | 2.06 | 1.59 |
| sim_4 | KGE | 0.23 | 0.40 | 0.70 | 0.22 | 0.30 | 0.79 | 0.80 | 0.86 | 0.88 |
| sim_5 | MAE | 0.06 | 0.13 | 2.44 | 120.66 | 44.47 | 0.09 | 1.38 | 1.12 | 0.83 |
| sim_5 | RMSE | 0.32 | 0.62 | 3.15 | 174.23 | 63.06 | 0.15 | 2.52 | 2.07 | 1.61 |
| sim_5 | KGE | 0.23 | 0.40 | 0.69 | 0.21 | 0.26 | 0.79 | 0.80 | 0.86 | 0.88 |
| sim_6 | MAE | 0.06 | 0.13 | 2.44 | 121.96 | 45.04 | 0.09 | 1.38 | 1.12 | 0.83 |
| sim_6 | RMSE | 0.32 | 0.62 | 3.15 | 176.18 | 64.04 | 0.15 | 2.53 | 2.07 | 1.62 |
| sim_6 | KGE | 0.23 | 0.40 | 0.68 | 0.20 | 0.24 | 0.78 | 0.80 | 0.86 | 0.88 |
| sim_7 | MAE | 0.05 | 0.13 | 2.42 | 75.23 | 27.78 | 0.06 | 1.11 | 0.90 | 0.64 |
| sim_7 | RMSE | 0.28 | 0.62 | 3.13 | 112.34 | 35.66 | 0.11 | 2.01 | 1.58 | 1.15 |
| sim_7 | KGE | 0.48 | 0.43 | 0.70 | 0.55 | 0.61 | 0.86 | 0.85 | 0.89 | 0.94 |
| sim_8 | MAE | 0.06 | 0.13 | 2.44 | 120.66 | 44.47 | 0.09 | 1.38 | 1.12 | 0.83 |
| sim_8 | RMSE | 0.32 | 0.62 | 3.15 | 174.23 | 63.06 | 0.15 | 2.52 | 2.07 | 1.61 |
| sim_8 | KGE | 0.23 | 0.40 | 0.69 | 0.21 | 0.26 | 0.79 | 0.80 | 0.86 | 0.88 |
Endrizzi, S., S. Gruber, M. Dall’Amico, and R. Rigon. 2014. “GEOtop 2.0: Simulating the Combined Energy and Water Balance at and Below the Land Surface Accounting for Soil Freezing, Snow Cover and Terrain Effects.” Geoscientific Model Development 7 (6): 2831–57. https://doi.org/10.5194/gmd-7-2831-2014.
Morin, S., Y. Lejeune, B. Lesaffre, J.-M. Panel, D. Poncet, P. David, and M. Sudul. 2012. “An 18-Yr Long (1993–2011) Snow and Meteorological Dataset from a Mid-Altitude Mountain Site (Col de Porte, France, 1325 M Alt.) for Driving and Evaluating Snowpack Models.” Earth System Science Data 4 (1): 13–21. https://doi.org/10.5194/essd-4-13-2012.